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Tagging of visual content is becoming more and more widespread as web-based services and social networks have popularized tagging functionalities among their users. These user-generated tags are used to ease browsing and exploration of…

Computer Vision and Pattern Recognition · Computer Science 2015-09-09 Lamberto Ballan , Marco Bertini , Giuseppe Serra , Alberto Del Bimbo

Autocomplete is a popular search feature that predicts queries based on user input and guides users to a set of potentially relevant suggestions. In this study, we examine what YouTube autocompletes suggest to users seeking information…

Computers and Society · Computer Science 2025-04-22 Eunbin Ha , Haein Kong , Shagun Jhaver

TikTok has skyrocketed in popularity over recent years, especially among younger audiences. However, there are public concerns about the potential of this platform to promote and amplify harmful content. This study presents the first…

Computers and Society · Computer Science 2025-05-20 Francesco Corso , Francesco Pierri , Gianmarco De Francisci Morales

YouTube is a valuable source of user-generated content on a wide range of topics, and it encourages user participation through the use of a comment system. Video content is increasingly addressing scientific topics, and there is evidence…

Computers and Society · Computer Science 2024-05-22 Sören Striewski , Olga Zagovora , Isabella Peters

Consumption of YouTube news videos significantly shapes public opinion and political narratives. While prior works have studied the longitudinal dissemination dynamics of YouTube News videos across extended periods, limited attention has…

Social and Information Networks · Computer Science 2025-07-30 Anahit Sargsyan , Hridoy Sankar Dutta , Juergen Pfeffer

Recommendation algorithms (RS) used by social media, like YouTube, significantly shape our information consumption across various domains, especially in healthcare. Hence, algorithmic auditing becomes crucial to uncover their potential bias…

Social and Information Networks · Computer Science 2024-04-12 Mohammed Lahsaini , Mohamed Lechiakh , Alexandre Maurer

This paper uses vine copula to analyze the multivariate statistical dependence in a massive YouTube dataset consisting of 6 million videos over 25 thousand channels. Specifically we study the statistical dependency of 7 YouTube meta-level…

Social and Information Networks · Computer Science 2018-01-01 Vikram Krishnamurthy , Yan Duan

Driven by the new economic opportunities created by the creator economy, an increasing number of content creators rely on and compete for revenue generated from online content recommendation platforms. This burgeoning competition reshapes…

Information Retrieval · Computer Science 2024-04-30 Fan Yao , Yiming Liao , Mingzhe Wu , Chuanhao Li , Yan Zhu , James Yang , Qifan Wang , Haifeng Xu , Hongning Wang

This work discusses and implements the application of speaker recognition for the detection of collaborations in YouTube videos. CATANA, an existing framework for detection and analysis of YouTube collaborations, is utilizing face…

Computer Vision and Pattern Recognition · Computer Science 2018-07-06 Moritz Lode , Michael Örtl , Christian Koch , Amr Rizk , Ralf Steinmetz

In content recommender systems such as TikTok and YouTube, the platform's recommendation algorithm shapes content producer incentives. Many platforms employ online learning, which generates intertemporal incentives, since content produced…

Computer Science and Game Theory · Computer Science 2024-06-24 Xinyan Hu , Meena Jagadeesan , Michael I. Jordan , Jacob Steinhardt

As teenagers increasingly turn to social media for health-related information, understanding the values of teen-targeted content has become important. Although videos on healthy lifestyles and self-improvement are gaining popularity on…

Human-Computer Interaction · Computer Science 2025-10-01 Kyuha Jung , Tyler Kim , Yunan Chen

The consumption of online videos on the Internet grows every year, making it a market that increasingly generates a greater volume of income. This paper deals with a problem of great interest in this context: the allocation of the generated…

Computer Science and Game Theory · Computer Science 2023-04-25 Francisco Lopez-Navarrete , Joaquin Sanchez-Soriano , Oscar M. Bonastre

As a leading online platform with a vast global audience, YouTube's extensive reach also makes it susceptible to hosting harmful content, including disinformation and conspiracy theories. This study explores the use of open-weight Large…

Computation and Language · Computer Science 2025-07-08 Leonardo La Rocca , Francesco Corso , Francesco Pierri

The rapid expansion of video content across a variety of industries, including social media, education, entertainment, and surveillance, has made video summarization an essential field of study. The current work is a survey that explores…

Computer Vision and Pattern Recognition · Computer Science 2024-10-08 Toqa Alaa , Ahmad Mongy , Assem Bakr , Mariam Diab , Walid Gomaa

We develop a model of social media in which users produce different types of content and choose whom to follow. Even when abstracting from algorithmic bias, linking costs shape networks and polarization. In the welfare-maximizing…

Theoretical Economics · Economics 2026-02-26 Patrick Allmis , Luca Paolo Merlino

The Decentralised Web (DW) has recently seen a renewed momentum, with a number of DW platforms like Mastodon, Peer-Tube, and Hubzilla gaining increasing traction. These offer alternatives to traditional social networks like Twitter,…

Networking and Internet Architecture · Computer Science 2019-09-13 Aravindh Raman , Sagar Joglekar , Emiliano De Cristofaro , Nishanth Sastry , Gareth Tyson

Social media platforms such as Facebook and Twitter are used for social activism purposes, and TikTok is no different. We conducted 9 qualitative semi-structured interviews with social activists who recently posted their videos on TikTok to…

Human-Computer Interaction · Computer Science 2021-06-17 Daniel Le Compte , Daniel Klug

Public discourse on critical issues such as climate change is progressively shifting to social media platforms that prioritize short-form video content. Content creators acting on those platforms play a pivotal role in shaping the…

Computers and Society · Computer Science 2024-02-21 Arianna Pera , Luca Maria Aiello

Cryptocurrency mining in the browser has the potential to provide a new pay-as-you-go monetisation mechanism for consuming digital media over the Web. However, browser mining has recently received strong criticism due to illegitimate use of…

Cryptography and Security · Computer Science 2019-01-07 Saulius Venskutonis , Feng Hao , Matthew Collison

Short form video platforms are central sites for health advice, where alternative narratives mix useful, misleading, and harmful content. Rather than adjudicating truth, this study examines how credibility is packaged in nutrition and…

Social and Information Networks · Computer Science 2025-09-26 Mohammad Reza Zarei , Barbara Stead-Coyle , Michael Christensen , Sarah Everts , Majid Komeili